UPSTREAM PR #18102: ggml-cuda: Delta-Net linear attention for Qwen3-Next #593
LOCI Review / Performance Review #593
succeeded
Dec 16, 2025 in 36m 35s
Performance varied across binaries, overall acceptable
2 binaries improved · 13 binaries unchanged · 1 binary stable ~ within threshold · 0 binaries degraded ~ beyond threshold
| Binary | Δ % Response | Δ % Throughput | Performance (based on response time) |
|---|---|---|---|
build.bin.libggml-base.so |
-0.29 | 0.11 | improved |
build.bin.libggml-cpu.so |
0.18 | 0.27 | stable |
build.bin.libggml.so |
0 | 0 | unchanged |
build.bin.libllama.so |
-0.34 | 0.06 | improved |
build.bin.libmtmd.so |
0 | 0 | unchanged |
build.bin.llama-bench |
0 | 0 | unchanged |
build.bin.llama-cvector-generator |
0 | 0 | unchanged |
build.bin.llama-gemma3-cli |
0 | 0 | unchanged |
build.bin.llama-gguf-split |
0 | 0 | unchanged |
build.bin.llama-llava-cli |
0 | 0 | unchanged |
build.bin.llama-minicpmv-cli |
0 | 0 | unchanged |
build.bin.llama-quantize |
0 | 0 | unchanged |
build.bin.llama-qwen2vl-cli |
0 | 0 | unchanged |
build.bin.llama-run |
0 | 0 | unchanged |
build.bin.llama-tokenize |
0 | 0 | unchanged |
build.bin.llama-tts |
0 | 0 | unchanged |
Performance threshold: 30%
Default configuration used.
Note: Performance status is evaluated only from Δ% Response. Throughput is displayed for reference.
Explore the complete analysis inside the Version Insights.
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